Dmitry Ignatov

19 papers Journal 17Unranked 2

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Closed-Loop LLM Discovery of Non-Standard Channel Priors in Vision Models. CoRR Tolgay Atinc Uzun, Dmitry Ignatov, Radu Timofte
2026	J	`jnl`	From Brute Force to Semantic Insight: Performance-Guided Data Transformation Design with LLMs. CoRR Usha Shrestha, Dmitry Ignatov, Radu Timofte
2026	J	`jnl`	From Memorization to Creativity: LLM as a Designer of Novel Neural-Architectures. CoRR Waleed Khalid, Dmitry Ignatov, Radu Timofte
2026	J	`jnl`	Resource-Efficient Iterative LLM-Based NAS with Feedback Memory. CoRR Xiaojie Guo, Dmitry Ignatov, Radu Timofte
2025	J	`jnl`	A Retrieval-Augmented Generation Approach to Extracting Algorithmic Logic from Neural Networks. CoRR Waleed Khalid, Dmitry Ignatov, Radu Timofte
2025	J	`jnl`	AugmentGest: Can Random Data Cropping Augmentation Boost Gesture Recognition Performance? CoRR Nada Aboudeshish, Dmitry Ignatov, Radu Timofte
2025	J	`jnl`	Enhancing LLM-Based Neural Network Generation: Few-Shot Prompting and Efficient Validation for Automated Architecture Design. CoRR Chandini Vysyaraju, Raghuvir Duvvuri, Avi Goyal, Dmitry Ignatov, Radu Timofte
2025	J	`jnl`	LEMUR Neural Network Dataset: Towards Seamless AutoML. CoRR Arash Torabi Goodarzi, Roman Kochnev, Waleed Khalid, Furui Qin, Tolgay Atinc Uzun, Yashkumar Sanjaybhai Dhameliya, Yash Kanubhai Kathiriya, Zofia Antonina Bentyn, Dmitry Ignatov, Radu Timofte
2025	J	`jnl`	LLM as a Neural Architect: Controlled Generation of Image Captioning Models Under Strict API Contracts. CoRR Krunal Jesani, Dmitry Ignatov, Radu Timofte
2025	J	`jnl`	NNGPT: Rethinking AutoML with Large Language Models. CoRR Roman Kochnev, Waleed Khalid, Tolgay Atinc Uzun, Xi Zhang, Yashkumar Sanjaybhai Dhameliya, Furui Qin, Chandini Vysyaraju, Raghuvir Duvvuri, Avi Goyal, Dmitry Ignatov, Radu Timofte
2025	—	`conf`	Optuna vs Code Llama: Are LLMs a New Paradigm for Hyperparameter Tuning? ICCVW Roman Kochnev, Arash Torabi Goodarzi, Zofia Antonina Bentyn, Dmitry Ignatov, Radu Timofte
2025	J	`jnl`	Optuna vs Code Llama: Are LLMs a New Paradigm for Hyperparameter Tuning? CoRR Roman Kochnev, Arash Torabi Goodarzi, Zofia Antonina Bentyn, Dmitry Ignatov, Radu Timofte
2025	J	`jnl`	Preparation of Fractal-Inspired Computational Architectures for Advanced Large Language Model Analysis. CoRR Yash Mittal, Dmitry Ignatov, Radu Timofte
2025	J	`jnl`	VIST-GPT: Ushering in the Era of Visual Storytelling with LLMs? CoRR Mohamed Gado, Towhid Taliee, Muhammad Memon, Dmitry Ignatov, Radu Timofte
2024	—	`conf`	Virtually Enriched NYU Depth V2 Dataset for Monocular Depth Estimation: Do We Need Artificial Augmentation? CVPR Workshops Dmitry Ignatov, Andrey Ignatov, Radu Timofte
2024	J	`jnl`	Virtually Enriched NYU Depth V2 Dataset for Monocular Depth Estimation: Do We Need Artificial Augmentation? CoRR Dmitry Ignatov, Andrey Ignatov, Radu Timofte
2020	J	`jnl`	Controlling Information Capacity of Binary Neural Network. CoRR Dmitry Ignatov, Andrey Ignatov
2020	J	`jnl`	Controlling information capacity of binary neural network. Pattern Recognit. Lett. Dmitry Ignatov, Andrey Ignatov
2016	J	`jnl`	A Russian Keyword Spotting System Based on Large Vocabulary Continuous Speech Recognition and Linguistic Knowledge. J. Electr. Comput. Eng. Valentin Smirnov, Dmitry Ignatov, Michael Gusev, Mais P. Farkhadov, Natalia Rumyantseva, Mukhabbat Farkhadova